# Google Ads' built-in protection: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/google-ads-built-in-protection

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Click fraud protection](https://www.gane.ai/index/gtm/marketing/click-fraud-protection/index.md) | 0% | 23 | 0% | 1 |

## What the models said for it

- "For most small-to-mid accounts, this handles the majority of fraud." (DeepSeek V4 Flash, Click fraud protection)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 1 | 0 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Google Ads' built-in protection, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- capterra.co.za: 1
- capterra.com: 1
- clickcease.com: 1
- growmyads.com: 1
- jlbusa.com: 1
- keywordme.io: 1
- reddit.com: 1
- softwareadvice.com: 1
- spideraf.com: 1
- support.google.com: 1

### Pages cited

- https://capterra.co.za/directory/31327/click-fraud/software: 1
- https://capterra.com/click-fraud-software: 1
- https://clickcease.com/: 1
- https://clickcease.com/blog/3-costly-mistakes-when-fighting-click-fraud: 1
- https://growmyads.com/7-steps-to-stop-click-fraud-in-google-ads: 1
- https://jlbusa.com/google-ads-click-fraud: 1
- https://keywordme.io/blog/is-click-fraud-protection-software-worth-it: 1
- https://reddit.com/r/FacebookAds/comments/1x9h3xt/best_click_fraud_prevention_platform: 1

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.
